{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "70f121cc-cb5a-4d53-8947-22f66b9adb53",
   "metadata": {},
   "source": [
    "# NodeGAM by SKLearn Interface\n",
    "\n",
    "This notebook shows how to train the NodeGAM and other GAMs through a sklearn-like interface."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dbad811d-b91d-4d18-a9ab-6b58de52b50b",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "df974410-a619-4779-95dd-b9c7767390fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nodegam.sklearn import NodeGAMRegressor, NodeGAMClassifier\n",
    "from nodegam.gams.MySpline import MySplineLogisticGAM, MySplineGAM\n",
    "from nodegam.gams.MyEBM import MyExplainableBoostingClassifier, MyExplainableBoostingRegressor\n",
    "from nodegam.gams.MyXGB import MyXGBOnehotClassifier, MyXGBOnehotRegressor\n",
    "from nodegam.gams.MyBagging import MyBaggingClassifier, MyBaggingRegressor\n",
    "from nodegam.utils import sigmoid_np, average_GAM_dfs\n",
    "from nodegam.vis_utils import vis_GAM_effects\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.special import softmax\n",
    "import torch\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "149385cc-4ff7-4ab2-bd8e-fedc7623950d",
   "metadata": {},
   "source": [
    "## NodeGAMClassifier"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db10883b",
   "metadata": {},
   "source": [
    "\n",
    "We simulate a simple dataset with 3 features sampled from Uniform distributions from -5 to 5 i.e.\n",
    "\n",
    "$x_0, x_1, x_2 \\sim U[-5, 5]$\n",
    "\n",
    "And the target is simulated as:\n",
    "\n",
    "$y = x_0^2 + 2 * x_1 + sin(x_2)$\n",
    "\n",
    "In binary classification, we go through a sigmoid and sample the target:\n",
    "\n",
    "$\\hat{y} = x_0^2 + 2 * x_1 + sin(x_2)$\n",
    "\n",
    "$y \\sim \\text{Bern}(sigmoid(\\hat{y}))$\n",
    "\n",
    "We test 4 packages: NodeGAM, Spline, EBM, and XGB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f966818a-068b-49b0-a44a-8ef746690850",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25000, 3), (25000,))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dataset\n",
    "N = 25000\n",
    "x1 = np.random.uniform(-5, 5, size=N)\n",
    "x2 = np.random.uniform(-5, 5, size=N)\n",
    "x3 = np.random.uniform(-5, 5, size=N)\n",
    "\n",
    "f1 = lambda x: (x) ** 2 - 8\n",
    "f2 = lambda x: x * 2\n",
    "f3 = lambda x: np.sin(x)\n",
    "\n",
    "y_prob = sigmoid_np(f1(x1) + f2(x2) + f3(x3))\n",
    "# Sample\n",
    "y = (np.random.random(N) < y_prob).astype(int)\n",
    "\n",
    "X = pd.DataFrame(np.vstack([x1, x2, x3]).T)\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4c8dd82-aed1-4b54-b0f3-9944620dfbb1",
   "metadata": {},
   "source": [
    "Ground Truth GAM graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "84803022-c888-4426-9546-7dd9c2afcc6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa90abfa2b0>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(24, 6))\n",
    "ax[0].plot(x, f1(x))\n",
    "ax[1].plot(x, f2(x))\n",
    "ax[2].plot(x, f3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "40197175-a834-4024-9112-99b92b1f1ed1",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = NodeGAMClassifier(\n",
    "    in_features=3,\n",
    "    objective='ce_loss',\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e2cb3de-8758-4cb6-afb8-0c54c04dec7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/qhoptim/pyt/qhadam.py:133: UserWarning: This overload of add_ is deprecated:\n",
      "\tadd_(Number alpha, Tensor other)\n",
      "Consider using one of the following signatures instead:\n",
      "\tadd_(Tensor other, *, Number alpha) (Triggered internally at  /opt/conda/conda-bld/pytorch_1607370116979/work/torch/csrc/utils/python_arg_parser.cpp:882.)\n",
      "  exp_avg.mul_(beta1_adj).add_(1.0 - beta1_adj, d_p)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Steps\tTrain Err\tVal Metric (ce_loss)\n",
      "100\t0.2245\t0.3791\n",
      "200\t0.1474\t0.3627\n",
      "300\t0.1585\t0.3774\n",
      "400\t0.1507\t0.3376\n",
      "500\t0.1527\t0.3376\n",
      "600\t0.1624\t0.2908\n",
      "700\t0.1245\t0.2791\n",
      "800\t0.1667\t0.1818\n",
      "900\t0.1516\t0.1714\n",
      "1000\t0.1478\t0.1607\n",
      "1100\t0.1518\t0.1599\n",
      "1200\t0.1479\t0.1512\n",
      "1300\t0.122\t0.1473\n",
      "1400\t0.1393\t0.1444\n",
      "1500\t0.15\t0.1446\n",
      "1600\t0.1441\t0.1459\n",
      "1700\t0.1317\t0.1458\n",
      "1800\t0.1462\t0.146\n",
      "1900\t0.1665\t0.1481\n",
      "2000\t0.1471\t0.1492\n",
      "2100\t0.1492\t0.1458\n",
      "2200\t0.1613\t0.1455\n",
      "2300\t0.1455\t0.1453\n",
      "LR: 1.00e-02 -> 2.00e-03\n",
      "2400\t0.1395\t0.1435\n",
      "2500\t0.1373\t0.1434\n",
      "2600\t0.131\t0.1434\n",
      "2700\t0.1356\t0.1439\n",
      "2800\t0.1436\t0.1433\n",
      "2900\t0.1506\t0.1434\n",
      "3000\t0.132\t0.1435\n",
      "3100\t0.1535\t0.1438\n",
      "LR: 2.00e-03 -> 4.00e-04\n",
      "3200\t0.1458\t0.1438\n",
      "3300\t0.1369\t0.1441\n",
      "3400\t0.1413\t0.1444\n",
      "LR: 4.00e-04 -> 8.00e-05\n",
      "3500\t0.1278\t0.1442\n",
      "3600\t0.1203\t0.1441\n",
      "3700\t0.1276\t0.1441\n",
      "LR: 8.00e-05 -> 1.60e-05\n",
      "3800\t0.1492\t0.1441\n",
      "3900\t0.1358\t0.144\n",
      "4000\t0.135\t0.1441\n",
      "LR: 1.60e-05 -> 3.20e-06\n",
      "4100\t0.1443\t0.144\n",
      "4200\t0.1236\t0.144\n",
      "4300\t0.1264\t0.144\n",
      "LR: 3.20e-06 -> 1.00e-06\n",
      "4400\t0.1267\t0.144\n",
      "4500\t0.1307\t0.1439\n",
      "4600\t0.1252\t0.1439\n",
      "LR: 1.00e-06 -> 1.00e-06\n",
      "4700\t0.1357\t0.1439\n",
      "4800\t0.1287\t0.1439\n",
      "BREAK. There is no improvment for 2000 steps\n",
      "Total training time: 92.5 seconds\n",
      "Best step:  2800\n",
      "Best Val Metric:  0.14334116876125336\n",
      "Load the best checkpoint.\n"
     ]
    }
   ],
   "source": [
    "record = model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d84b1d9c-4f3d-4d96-a14e-61be27e7f26e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[18, 6])\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(record['train_losses'])\n",
    "plt.title('Training Loss')\n",
    "plt.xlabel('Steps')\n",
    "plt.grid()\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(record['val_metrics'])\n",
    "plt.title('Validation Metrics')\n",
    "plt.xlabel('Steps in every 100 step')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "43614775-4056-4d20-86da-605c868d2ede",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 6/6 [00:00<00:00, 122.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bin features 0 with uniq val 24990 to only 256\n",
      "bin features 1 with uniq val 24991 to only 256\n",
      "bin features 2 with uniq val 24994 to only 256\n",
      "Finish \"Run values through model\" in 86ms\n",
      "Finish \"Extract values\" in 53ms\n",
      "Run \"Purify interactions to main effects\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "100%|██████████| 7/7 [00:00<00:00, 39.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Purify interactions to main effects\" in 58ms\n",
      "Finish \"Center main effects\" in 1ms\n",
      "Finish \"Construct table\" in 183ms\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x576 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, df = model.visualize(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "265a70ac-c223-4f7e-ba30-88e3eba6c787",
   "metadata": {},
   "source": [
    "Training multiple NodeGAMs with different seeds and take average to get error bar on the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ffc17725-cdcd-48a9-8db6-48dd75e61a40",
   "metadata": {
    "pycharm": {
     "is_executing": true
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [],
   "source": [
    "model2 = NodeGAMClassifier(\n",
    "    in_features=3,\n",
    "    objective='ce_loss',\n",
    "    verbose=0,\n",
    "    seed=141,\n",
    ")\n",
    "record2 = model2.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d3e7fba1-0fed-471f-b4b0-a4addf99def4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 6/6 [00:00<00:00, 124.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bin features 0 with uniq val 24990 to only 256\n",
      "bin features 1 with uniq val 24991 to only 256\n",
      "bin features 2 with uniq val 24994 to only 256\n",
      "Finish \"Run values through model\" in 89ms\n",
      "Finish \"Extract values\" in 52ms\n",
      "Run \"Purify interactions to main effects\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      " 71%|███████▏  | 5/7 [00:00<00:00, 47.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Purify interactions to main effects\" in 59ms\n",
      "Finish \"Center main effects\" in 1ms\n",
      "Run \"Construct table\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 7/7 [00:00<00:00, 34.94it/s]\n",
      "100%|██████████| 6/6 [00:00<00:00, 125.69it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Construct table\" in 205ms\n",
      "bin features 0 with uniq val 24990 to only 256\n",
      "bin features 1 with uniq val 24991 to only 256\n",
      "bin features 2 with uniq val 24994 to only 256\n",
      "Finish \"Run values through model\" in 86ms\n",
      "Finish \"Extract values\" in 51ms\n",
      "Run \"Purify interactions to main effects\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 71%|███████▏  | 5/7 [00:00<00:00, 45.46it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Purify interactions to main effects\" in 59ms\n",
      "Finish \"Center main effects\" in 1ms\n",
      "Run \"Construct table\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 7/7 [00:00<00:00, 34.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Construct table\" in 210ms\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "df = model.get_GAM_df(X)\n",
    "df2 = model.get_GAM_df(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4f056c2b-a1f1-4ff4-a52e-b761b341a6be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = vis_GAM_effects(\n",
    "    all_dfs={\n",
    "        'nodegam': average_GAM_dfs([df, df2]),\n",
    "    },\n",
    "    top_interactions=0, # Only visualize main effects\n",
    "    num_cols=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8a13d35-eaa1-43de-9ed4-522058431076",
   "metadata": {},
   "source": [
    "Ground Truth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9737f755-4cd3-4e6b-969b-d7553fb3a608",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa876e7b668>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(24, 6))\n",
    "ax[0].plot(x, f1(x))\n",
    "ax[1].plot(x, f2(x))\n",
    "ax[2].plot(x, f3(x))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "904ac485-c67d-4761-bc30-cc824badb8fd",
   "metadata": {},
   "source": [
    "## NodeGAMClassifier with multiple classes\n",
    "\n",
    "- Now it does not support the visualization for multi class yet, but it might be useful for people to benchmark its performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c9f8c005-55c1-4b03-a65c-13da830f715f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25000, 3), (25000,))"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dataset\n",
    "N = 25000\n",
    "x1 = np.random.uniform(-5, 5, size=N)\n",
    "x2 = np.random.uniform(-5, 5, size=N)\n",
    "x3 = np.random.uniform(-5, 5, size=N)\n",
    "\n",
    "f1 = lambda x: (x) ** 2 - 8\n",
    "f2 = lambda x: x * 2\n",
    "f3 = lambda x: np.sin(x)\n",
    "\n",
    "y1_logit = f1(x1) + f2(x2) + f3(x3)\n",
    "y2_logit = f1(x1) - 2*f2(x2) + f3(x3)\n",
    "y3_logit = 2*f1(x1) - f2(x2) - f3(x3)\n",
    "\n",
    "# Sample\n",
    "y_logit = np.vstack([y1_logit, y2_logit, y3_logit]).T\n",
    "y_prob = softmax(y_logit)\n",
    "y = torch.multinomial(torch.from_numpy(y_prob), num_samples=1).squeeze(-1).numpy()\n",
    "\n",
    "X = pd.DataFrame(np.vstack([x1, x2, x3]).T)\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "69c1bc24-4a2a-49ba-8005-d7e6c5672891",
   "metadata": {},
   "outputs": [],
   "source": [
    "X, X_test, y, y_test = train_test_split(X, y, random_state=1, train_size=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fe8cc806-6197-4549-8b78-d83b70679390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((20000, 3), (5000, 3))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5299e4c3-adcd-49d9-ad9e-6ca143028406",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = NodeGAMClassifier(\n",
    "    in_features=3,\n",
    "    objective='error_rate', # or ce_loss\n",
    "    num_classes=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "74e27aa3-8d5d-4b79-b04e-5b374e925e61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Steps\tTrain Err\tVal Metric (error_rate)\n",
      "100\t0.2797\t0.1327\n",
      "200\t0.1601\t0.1383\n",
      "300\t0.1555\t0.143\n",
      "400\t0.159\t0.138\n",
      "500\t0.2479\t0.1337\n",
      "600\t0.1261\t0.1107\n",
      "700\t0.1577\t0.0733\n",
      "800\t0.2359\t0.0567\n",
      "900\t0.1389\t0.053\n",
      "1000\t0.1403\t0.0523\n",
      "1100\t0.1638\t0.0493\n",
      "1200\t0.1423\t0.048\n",
      "1300\t0.136\t0.0457\n",
      "1400\t0.1233\t0.0433\n",
      "1500\t0.1343\t0.0453\n",
      "1600\t0.13\t0.0457\n",
      "1700\t0.2079\t0.045\n",
      "1800\t0.1636\t0.0463\n",
      "1900\t0.1248\t0.0463\n",
      "2000\t0.1389\t0.0467\n",
      "2100\t0.1265\t0.0457\n",
      "2200\t0.194\t0.0437\n",
      "2300\t0.1196\t0.0433\n",
      "LR: 1.00e-02 -> 2.00e-03\n",
      "2400\t0.1024\t0.0427\n",
      "2500\t0.1215\t0.0433\n",
      "2600\t0.116\t0.0427\n",
      "2700\t0.0944\t0.0423\n",
      "2800\t0.1232\t0.043\n",
      "2900\t0.0977\t0.0427\n",
      "3000\t0.1256\t0.0423\n",
      "LR: 2.00e-03 -> 4.00e-04\n",
      "3100\t0.1049\t0.0427\n",
      "3200\t0.1073\t0.0427\n",
      "3300\t0.1147\t0.0417\n",
      "3400\t0.128\t0.0417\n",
      "3500\t0.1206\t0.042\n",
      "3600\t0.1175\t0.0417\n",
      "LR: 4.00e-04 -> 8.00e-05\n",
      "3700\t0.1076\t0.0423\n",
      "3800\t0.1231\t0.042\n",
      "3900\t0.0971\t0.0423\n",
      "LR: 8.00e-05 -> 1.60e-05\n",
      "4000\t0.1088\t0.0427\n",
      "4100\t0.1348\t0.043\n",
      "4200\t0.1058\t0.043\n",
      "LR: 1.60e-05 -> 3.20e-06\n",
      "4300\t0.1221\t0.043\n",
      "4400\t0.1321\t0.0423\n",
      "4500\t0.1169\t0.042\n",
      "LR: 3.20e-06 -> 1.00e-06\n",
      "4600\t0.1254\t0.042\n",
      "4700\t0.1157\t0.0423\n",
      "4800\t0.1158\t0.0423\n",
      "LR: 1.00e-06 -> 1.00e-06\n",
      "4900\t0.1253\t0.0423\n",
      "5000\t0.1219\t0.0423\n",
      "5100\t0.1142\t0.0423\n",
      "LR: 1.00e-06 -> 1.00e-06\n",
      "5200\t0.1356\t0.0423\n",
      "5300\t0.1131\t0.0423\n",
      "BREAK. There is no improvment for 2000 steps\n",
      "Total training time: 109.2 seconds\n",
      "Best step:  3300\n",
      "Best Val Metric:  0.041666666666666664\n",
      "Load the best checkpoint.\n"
     ]
    }
   ],
   "source": [
    "record = model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e2c737a3-3e47-4299-93cd-d37e32533461",
   "metadata": {},
   "outputs": [],
   "source": [
    "prob = model.predict_proba(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7abec249-058d-483b-98b8-f1028ab42c17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9422"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = prob.argmax(axis=-1)\n",
    "(pred == y_test).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb712d51-2cc1-4b2f-b536-454b12a096a5",
   "metadata": {},
   "source": [
    "94% Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "91e87e53-ab92-4fc8-89a2-f23b3206b753",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9556b4ea-bf27-479a-8af0-8904f37bfab1",
   "metadata": {},
   "source": [
    "## NodeGAMRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "31c73590-176f-46a5-ae36-b9b561098e09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25000, 3), (25000,))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dataset\n",
    "N = 25000\n",
    "x1 = np.random.uniform(-5, 5, size=N)\n",
    "x2 = np.random.uniform(-5, 5, size=N)\n",
    "x3 = np.random.uniform(-5, 5, size=N)\n",
    "\n",
    "f1 = lambda x: (x) ** 2 - 8\n",
    "f2 = lambda x: x * 2\n",
    "f3 = lambda x: np.sin(x)\n",
    "\n",
    "y = f1(x1) + f2(x2) + f3(x3)\n",
    "X = pd.DataFrame(np.vstack([x1, x2, x3]).T)\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3fbf4f9f-79a6-4b8b-9821-bf3c45c06fdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = NodeGAMRegressor(\n",
    "    in_features=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c4673951-3347-4861-b7f2-600a6160ef97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Normalize y. mean = 0.36123259974803457, std = 9.503690128994338\n",
      "Steps\tTrain Err\tVal Metric (mse)\n",
      "100\t0.4842\t37.6852\n",
      "200\t0.0716\t51.2287\n",
      "300\t0.0507\t33.6227\n",
      "400\t0.0742\t11.5541\n",
      "500\t0.1891\t9.3334\n",
      "600\t0.0229\t5.5246\n",
      "700\t0.0185\t4.462\n",
      "800\t0.0233\t4.3204\n",
      "900\t0.0096\t4.3837\n",
      "1000\t0.0076\t1.8555\n",
      "1100\t0.0059\t1.0913\n",
      "1200\t0.0329\t0.4921\n",
      "1300\t0.0227\t0.3396\n",
      "1400\t0.0155\t0.2285\n",
      "1500\t0.0136\t0.2069\n",
      "1600\t0.0518\t0.1222\n",
      "1700\t0.0224\t0.2186\n",
      "1800\t0.0102\t0.2478\n",
      "1900\t0.0118\t0.2164\n",
      "2000\t0.0307\t0.2165\n",
      "2100\t0.0175\t0.2951\n",
      "2200\t0.0404\t0.2609\n",
      "2300\t0.0122\t0.3817\n",
      "2400\t0.0139\t0.306\n",
      "2500\t0.046\t0.2228\n",
      "2600\t0.0507\t0.1977\n",
      "LR: 1.00e-02 -> 2.00e-03\n",
      "2700\t0.0086\t0.3239\n",
      "2800\t0.0178\t0.3858\n",
      "2900\t0.01\t0.3611\n",
      "3000\t0.0024\t0.124\n",
      "3100\t0.0103\t0.0437\n",
      "3200\t0.0054\t0.0647\n",
      "3300\t0.006\t0.0527\n",
      "3400\t0.0016\t0.05\n",
      "3500\t0.0054\t0.0552\n",
      "3600\t0.0041\t0.0429\n",
      "3700\t0.0073\t0.0319\n",
      "3800\t0.0027\t0.0335\n",
      "3900\t0.0047\t0.0206\n",
      "4000\t0.0015\t0.0256\n",
      "4100\t0.0026\t0.0384\n",
      "4200\t0.0045\t0.038\n",
      "4300\t0.0068\t0.0573\n",
      "4400\t0.0145\t0.082\n",
      "4500\t0.0143\t0.0576\n",
      "LR: 2.00e-03 -> 4.00e-04\n",
      "4600\t0.009\t0.0374\n",
      "4700\t0.0027\t0.029\n",
      "4800\t0.0033\t0.0124\n",
      "4900\t0.0146\t0.0165\n",
      "5000\t0.0019\t0.0094\n",
      "5100\t0.0072\t0.0132\n",
      "5200\t0.0013\t0.022\n",
      "5300\t0.0039\t0.0289\n",
      "5400\t0.0041\t0.0409\n",
      "5500\t0.0018\t0.0429\n",
      "5600\t0.0012\t0.0372\n",
      "LR: 4.00e-04 -> 8.00e-05\n",
      "5700\t0.0058\t0.0296\n",
      "5800\t0.004\t0.0179\n",
      "5900\t0.0163\t0.0117\n",
      "6000\t0.0031\t0.0085\n",
      "6100\t0.008\t0.0083\n",
      "6200\t0.0013\t0.0081\n",
      "6300\t0.0085\t0.0087\n",
      "6400\t0.0046\t0.0097\n",
      "6500\t0.0058\t0.0081\n",
      "6600\t0.0008\t0.0083\n",
      "6700\t0.0065\t0.0089\n",
      "6800\t0.0123\t0.0095\n",
      "6900\t0.0011\t0.0089\n",
      "7000\t0.0026\t0.0095\n",
      "7100\t0.0023\t0.0108\n",
      "LR: 8.00e-05 -> 1.60e-05\n",
      "7200\t0.0063\t0.0112\n",
      "7300\t0.0124\t0.0109\n",
      "7400\t0.0013\t0.0128\n",
      "7500\t0.0077\t0.0141\n",
      "7600\t0.0048\t0.0115\n",
      "7700\t0.0047\t0.0116\n",
      "LR: 1.60e-05 -> 3.20e-06\n",
      "7800\t0.0093\t0.013\n",
      "7900\t0.0038\t0.0144\n",
      "8000\t0.0021\t0.0145\n",
      "8100\t0.0028\t0.0139\n",
      "8200\t0.0045\t0.0131\n",
      "8300\t0.0019\t0.0125\n",
      "LR: 3.20e-06 -> 1.00e-06\n",
      "8400\t0.0018\t0.0119\n",
      "8500\t0.0052\t0.0118\n",
      "BREAK. There is no improvment for 2000 steps\n",
      "Total training time: 158.8 seconds\n",
      "Best step:  6500\n",
      "Best Val Metric:  0.008096334354834958\n",
      "Load the best checkpoint.\n"
     ]
    }
   ],
   "source": [
    "record = model.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5773b184-d9d0-4295-8018-8ef08824818c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[18, 6])\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(record['train_losses'])\n",
    "plt.title('Training Loss')\n",
    "plt.xlabel('Steps')\n",
    "plt.grid()\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(record['val_metrics'])\n",
    "plt.title('Validation Metrics')\n",
    "plt.ylabel('Steps in every 100 step')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0ae97e09-6934-49ad-aa93-f72c6cd19a27",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 6/6 [00:00<00:00, 124.12it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bin features 0 with uniq val 24996 to only 256\n",
      "bin features 1 with uniq val 24994 to only 256\n",
      "bin features 2 with uniq val 24992 to only 256\n",
      "Finish \"Run values through model\" in 87ms\n",
      "Finish \"Extract values\" in 52ms\n",
      "Run \"Purify interactions to main effects\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      " 43%|████▎     | 3/7 [00:00<00:00, 29.55it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Purify interactions to main effects\" in 65ms\n",
      "Finish \"Center main effects\" in 1ms\n",
      "Run \"Construct table\".........\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 7/7 [00:00<00:00, 31.74it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finish \"Construct table\" in 225ms\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x576 with 11 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes, df = model.visualize(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd8904f1-fef3-444a-b2da-fa9e6d832226",
   "metadata": {},
   "source": [
    "Ground Truth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2e0de260-ef86-4579-ad6e-6f99befebbbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa85a87de10>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(24, 6))\n",
    "ax[0].plot(x, f1(x))\n",
    "ax[1].plot(x, f2(x))\n",
    "ax[2].plot(x, f3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef6ddc15-c22b-475a-8a3b-68850c5f895a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f47ac928-e15c-4be0-8d0a-6f64b1bcd551",
   "metadata": {},
   "source": [
    "## Baseline Classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "605dd95e-75e6-4f13-8f7c-4d33b4871e5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25000, 3), (25000,))"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dataset\n",
    "N = 25000\n",
    "x1 = np.random.uniform(-5, 5, size=N)\n",
    "x2 = np.random.uniform(-5, 5, size=N)\n",
    "x3 = np.random.uniform(-5, 5, size=N)\n",
    "\n",
    "f1 = lambda x: (x) ** 2 - 8\n",
    "f2 = lambda x: x * 2\n",
    "f3 = lambda x: np.sin(x)\n",
    "\n",
    "y_prob = sigmoid_np(f1(x1) + f2(x2) + f3(x3))\n",
    "# Sample\n",
    "y = (np.random.random(N) < y_prob).astype(int)\n",
    "\n",
    "X = pd.DataFrame(np.vstack([x1, x2, x3]).T, columns=['f0', 'f1', 'f2'])\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "27f0f0d0-7dba-4713-96e7-187d766808af",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "N/A% (0 of 15) |                         | Elapsed Time: 0:00:00 ETA:  --:--:--"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search range from 0.001000 to 1000.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "  6% (1 of 15) |#                        | Elapsed Time: 0:00:01 ETA:   0:00:25/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      " 13% (2 of 15) |###                      | Elapsed Time: 0:00:02 ETA:   0:00:16/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "100% (15 of 15) |########################| Elapsed Time: 0:00:11 Time:  0:00:11\n",
      "N/A% (0 of 15) |                         | Elapsed Time: 0:00:00 ETA:  --:--:--"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search range from 0.001000 to 1000.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "  6% (1 of 15) |#                        | Elapsed Time: 0:00:01 ETA:   0:00:26/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      " 13% (2 of 15) |###                      | Elapsed Time: 0:00:02 ETA:   0:00:16/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "100% (15 of 15) |########################| Elapsed Time: 0:00:11 Time:  0:00:11\n",
      "N/A% (0 of 15) |                         | Elapsed Time: 0:00:00 ETA:  --:--:--"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "search range from 0.001000 to 1000.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "  6% (1 of 15) |#                        | Elapsed Time: 0:00:01 ETA:   0:00:25/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      " 13% (2 of 15) |###                      | Elapsed Time: 0:00:02 ETA:   0:00:16/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      " 20% (3 of 15) |#####                    | Elapsed Time: 0:00:03 ETA:   0:00:13/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/links.py:149: RuntimeWarning: divide by zero encountered in true_divide\n",
      "  return dist.levels/(mu*(dist.levels - mu))\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/pygam/pygam.py:592: RuntimeWarning: invalid value encountered in multiply\n",
      "  self.distribution.V(mu=mu) *\n",
      "100% (15 of 15) |########################| Elapsed Time: 0:00:11 Time:  0:00:11\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MyExplainableBoostingClassifier(feature_names=['f0', 'f1', 'f2', 'f0 x f1',\n",
       "                                               'f1 x f2', 'f0 x f2'],\n",
       "                                feature_types=['continuous', 'continuous',\n",
       "                                               'continuous', 'interaction',\n",
       "                                               'interaction', 'interaction'])"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spline = MySplineLogisticGAM()\n",
    "bagged_spline = MyBaggingClassifier(base_estimator=spline, n_estimators=3)\n",
    "bagged_spline.fit(X, y)\n",
    "\n",
    "ebm = MyExplainableBoostingClassifier()\n",
    "ebm.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "177c58e0-bab9-4549-a71b-6670fe146660",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/xgboost/sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/xgboost/sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n",
      "/scratch/gobi1/kingsley/envs/cu101/lib/python3.6/site-packages/xgboost/sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n",
      "  warnings.warn(label_encoder_deprecation_msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MyBaggingClassifier(base_estimator=<nodegam.gams.MyXGB.MyXGBOnehotClassifier object at 0x7fa88218aa58>,\n",
       "                    n_estimators=3)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xgb_gam = MyXGBOnehotClassifier()\n",
    "bagged_xgb = MyBaggingClassifier(base_estimator=xgb_gam, n_estimators=3)\n",
    "bagged_xgb.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2d54883e-4f0b-4ef1-aa4d-2a21fa9aebc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x216 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = vis_GAM_effects(\n",
    "    all_dfs={\n",
    "        'EBM': ebm.get_GAM_df(),\n",
    "        'Spline': bagged_spline.get_GAM_df(),\n",
    "        'XGB-GAM': bagged_xgb.get_GAM_df(),\n",
    "    },\n",
    "    num_cols=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "fe2f1254-df78-4f66-ad73-05b26ef444dd",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig.savefig('example_gam_plot.png', dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dd9d64e-8cc6-42ea-b2ac-8da3101828ec",
   "metadata": {},
   "source": [
    "Ground Truth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "76e9ba68-f2bf-4b9c-9cfe-19bb83d4c720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa850378518>]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(24, 6))\n",
    "ax[0].plot(x, f1(x))\n",
    "ax[1].plot(x, f2(x))\n",
    "ax[2].plot(x, f3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fdba5959-9512-42ac-bae2-24364b9d4f86",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb658f3c-de11-41c6-905d-0bbd0073a99b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "f88ccaf4-479a-4bfb-b13e-045737ecbfc8",
   "metadata": {},
   "source": [
    "## Baseline Regressors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "83b1ef48-d411-4f52-8e13-cd5b52933c23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((25000, 3), (25000,))"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate dataset\n",
    "N = 25000\n",
    "x1 = np.random.uniform(-5, 5, size=N)\n",
    "x2 = np.random.uniform(-5, 5, size=N)\n",
    "x3 = np.random.uniform(-5, 5, size=N)\n",
    "\n",
    "f1 = lambda x: (x) ** 2 - 8\n",
    "f2 = lambda x: x * 2\n",
    "f3 = lambda x: np.sin(x)\n",
    "\n",
    "y = f1(x1) + f2(x2) + f3(x3)\n",
    "X = pd.DataFrame(np.vstack([x1, x2, x3]).T)\n",
    "X.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eebea7cc-0a77-4ca2-ae29-2d5e61ae7d19",
   "metadata": {},
   "outputs": [],
   "source": [
    "# spline = MySplineGAM()\n",
    "# bagged_spline = MyBaggingRegressor(base_estimator=spline, n_estimators=3)\n",
    "# bagged_spline.fit(X, y)\n",
    "\n",
    "ebm = MyExplainableBoostingRegressor()\n",
    "ebm.fit(X, y)\n",
    "\n",
    "xgb_gam = MyXGBOnehotRegressor()\n",
    "bagged_xgb = MyBaggingRegressor(base_estimator=xgb_gam, n_estimators=3)\n",
    "bagged_xgb.fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd67d91e-91da-41a8-850b-d966a0098bd5",
   "metadata": {},
   "source": [
    "Somehow Spline Regressor can not work. It produces a wierd error that I can not solve :("
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5282af16-eaa3-45e7-8705-9cc94aff3bb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# spline = MySplineGAM()\n",
    "# bagged_spline = MyBaggingRegressor(base_estimator=spline, n_estimators=3)\n",
    "# bagged_spline.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7c6aa5c-3c21-4fa3-bbd3-e8911db30a25",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "fig, ax = vis_GAM_effects(\n",
    "    all_dfs={\n",
    "    'ebm': ebm.get_GAM_df(),\n",
    "    'xgb': bagged_xgb.get_GAM_df(),\n",
    "    # 'spline': bagged_spline.get_GAM_df(),\n",
    "    },\n",
    "    num_cols=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d5a11b7-4a70-4077-ac97-e223b07dc037",
   "metadata": {},
   "source": [
    "Ground Truth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2f955907-30ac-4fa3-91f9-c9e261983b5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.linspace(-5, 5, 1000)\n",
    "fig, ax = plt.subplots(1, 3, figsize=(24, 6))\n",
    "ax[0].plot(x, f1(x))\n",
    "ax[1].plot(x, f2(x))\n",
    "ax[2].plot(x, f3(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a4171e4-de49-4dd1-9d2b-19e6ce973632",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cu101",
   "language": "python",
   "name": "cu101"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}